The invention provides a method for automated assessment of pruritus comprising detecting movement of a band located on a limb of a subject animal so as to obtain a signal associated with the detection movement, processing the signal associated with the detected movement through an algorithm configured to establish a scratch movement trigger, and translating the processed signal into scratch counts.
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1. A method for automated assessment of pruritus, comprising:
(a) detecting movement and movement frequency of a nonferrous metal band located on a limb of a subject animal so as to obtain a signal and plurality of signals associated with the detection movement, wherein the signal and plurality of signals are obtained by detecting perturbations within an electromagnetic field from the movement and movement frequency of the metal band in the electromagnetic field;
(b) processing the signal and plurality of signals associated with the detected movement through a first algorithm configured to distinguish a scratch movement from an ambulatory movement, thereby establishing a scratch movement trigger;
(c) translating the processed scratch movement trigger signal into scratch counts by using a second algorithm that registers a scratch count as being 1 or 2 scratch movement triggers in a time period from 0.5 to 1.5 seconds; and
(d) processing the scratch counts using a third algorithm that determines scratch count clusters over a time course.
12. A method for determining whether an agent induces pruritus in a subject comprising:
(a) applying the agent suspected of inducing pruritis to the subject at a predetermined area;
(b) detecting movement and movement frequency of a nonferrous metal band located on a limb of a subject animal so as to obtain a signal and plurality of signals associated with the detection movement, wherein the movement is a scratch movement to the predetermined area on the subject, wherein the signal and plurality of signals are obtained by detecting perturbations within an electromagnetic field from the movement and movement frequency of the metal band in the electromagnetic field;
(c) processing the signal and plurality of signals associated with the detected movement through an algorithm configured to distinguish a scratch movement from an ambulatory movement, thereby establish a scratch movement trigger;
(d) translating the processed scratch movement trigger signal into scratch counts by using a second algorithm that registers a scratch count as being 1 or 2 scratch movement triggers in a time period from 0.5 to 1.5 seconds; and
(e) comparing the generated scratch counts to those generated from a nonpruritic agent, an increase indicating that the agent induces pruritus.
16. A method for determining whether an agent induces pruritus in a subject comprising:
(a) attaching a band to a limb of said subject;
(b) attaching a signal detection and processing device to the subject, the device being operatively connected to a memory device capable of storing retrieved signals, the device being able to detect motion of the band on the subject;
(c) detecting movement of the band on the subject that has been administered with the agent so as to obtain a signal or plurality of signals associated with the detection movement, wherein the movement is a scratch movement to a predetermined area to which the agent has been administered on the subject;
(d) processing the signal and plurality of signals associated with the detected movement through a first algorithm configured to distinguish a scratch movement from an ambulatory movement, thereby establishing a scratch movement trigger;
(e) translating the processed scratch movement trigger signal into scratch counts by using a second algorithm that registers a scratch count as being 1 or 2 scratch movement triggers in a time period from 0.5 to 1.5 seconds; and
(f) processing the scratch counts using a third algorithm that determines scratch count clusters over a time course; and
(g) comparing the generated scratch counts to those generated from a nonpruritic agent, an increase indicating that the agent induces pruritus;
wherein the signal detection and processing device comprises a processor configured to perform the steps (d)-(f).
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This patent application claims the benefit of the filing date of U.S. Ser. No. 61/681,449, filed Aug. 9, 2012, the contents of all of which are herein incorporated by reference in their entireties into the present patent application.
Throughout this application various publications are referenced. The disclosures of these publications in their entireties are hereby incorporated by reference into this application in order to more fully describe the state of the art to which this invention pertains.
The present invention relates to pruritus research, and in particular, to the automated acquisition of scratching behavior in animals by detecting the movement of a lightweight, unrestrictive device that employs a validated detection algorithm negating the need for manual observation while maintaining accuracy in scratch counting.
Pruritus, or pruritis, the unpleasant cutaneous sensation/itchiness that evokes a reflex behavior involving scratching directed at the skin, represents a significant clinical problem that has a very diverse etiology. Chronic pruritus can be manifested in 8-12% of the human population. Because of its clinical significance, mechanisms of pruriception are an important research topic. An important issue in advancing pruritus research is the development of a reliable and easily implemented method to assess hind paw scratching in animal, e.g., rodent, experimental models after exposure to a pruritic agent.
There are published strategies to assess rodent scratching. The most widely used strategy is manual counting through visual observation by a trained observer in real time or via recorded media. However, this process is subject to inter-observer bias and observer fatigue. Several automated systems have also been described. One such system involves processing videotaped behavior using motion detection software. This process requires specialized camera equipment and computer-intensive motion detection software. Another system involves the assessment of acoustic waveforms produced by paw movement. This system depends on eliminating external noise, and results in a lack of ability to determine the specific origin of the movement which evokes the sound. Yet another system involves assessing whole body movement using a strain gauge mounted cage. This system measures whole body activity, but not specifically homolateral paw movement. Still another system detects paw movement with a subcutaneous magnet, posing the need to implant a foreign body into a subject. Further still, detection, by a magnetic field, of movement of a ring attached to the lower leg (around the tibia just above the ankle) is also suggested, but can lead to limb swelling.
As seen from the aforementioned description, conventional systems for assessing itching employ labor-intensive visual counting either in real time or by media recording. While automated systems do exist, such systems proposed thus far are either extremely computer intensive (e.g., by requiring video analysis), non-selective (e.g., reliant upon body movement), invasive technologies (e.g., implanting subcutaneous magnets) and/or involve restrictive bands potentially impeding blood flow or causing localized inflammation (e.g., using constrictive bands).
Various embodiments described herein are directed to systems and methods that allow for the automated acquisition of scratching behavior in animals, including but not limited to, mice and rats. A system in accordance with various embodiments detects the movement of a lightweight, unrestrictive band placed on the limb of e.g., an unrestrained animal. The system employs a validated detection algorithm that minimizes the contribution of ambulatory behavior and matches the scratching counts that would be recorded by a trained human observer. Such a system in accordance with various embodiments allows for the concurrent assessment of multiple animals, and removes the need for a human observer. Therefore, observer error variance is reduced.
The invention provides a method for automated assessment of pruritus comprising detecting movement of a band located on a limb of a subject animal so as to obtain a signal associated with the detection movement, processing the signal associated with the detected movement through an algorithm configured to establish a scratch movement trigger, and translating the processed signal into scratch counts.
The invention also provides a system for automated assessment of pruritus comprising a computer, at least one testing chamber comprising transceiving antennas capable of creating and detecting fluctuations in an electromagnetic field, and a band configured for placement about a subject animal limb, wherein movement of the band perturbs the electromagnetic field resulting in an output signal processed by a scratch movement trigger algorithm via the processor, and wherein the processed output signal is displayed on the display and translated into scratch counts.
The invention also provides a method for determining whether an agent induces pruritus in a subject. The method comprises attaching a band to a limb of the subject. The method further comprises attaching a signal detection and processing device to the subject, the device being operatively connected to a memory device capable of storing retrieved signals and being able to detect motion of the band on the subject. Further, the method comprises detecting movement of the band on the subject that has been administered with the agent to obtain a signal associated with the detection movement. The movement may be a scratch movement to a predetermined area to which the agent has been administered on the subject. The method further comprises comparing the generated scratch counts to those generated from a nonpruritic agent, an increase indicating that the agent induces pruritus. The signal processing device comprises a processor configured to perform the steps of processing the signal associated with the detected movement through an algorithm configured to establish a scratch movement trigger; and translating the processed signal into scratch counts.
For a more complete understanding of example embodiments of the present invention, reference is now made to the following descriptions taken in connection with the accompanying drawings in which:
As used herein, the term “comprising” when placed before the recitation of steps in a method means that the method encompasses one or more steps that are additional to those expressly recited, and that the additional one or more steps may be performed before, between, and/or after the recited steps. For example, a method comprising steps a, b, and c encompasses a method of steps a, b, x, and c, a method of steps a, b, c, and x, as well as a method of steps x, a, b, and c. Furthermore, the term “comprising” when placed before the recitation of steps in a method does not (although it may) require sequential performance of the listed steps, unless the content clearly dictates otherwise. For example, a method comprising steps a, b, and c encompasses, for example, a method of performing steps in the order of steps a, c, and b, the order of steps c, b, and a, and the order of steps c, a, and b. Unless otherwise indicated, all numbers expressing quantities of ingredients, properties such as molecular weight, reaction conditions, and so forth as used herein, are to be understood as being modified in all instances by the term “about.” Accordingly, unless indicated to the contrary, the numerical parameters herein are approximations that may vary depending upon the desired properties sought to be obtained by the present invention. At the very least, and without limiting the application of the doctrine of equivalents to the scope of the claims, each numerical parameter should at least be construed in light of the number of reported significant digits and by applying ordinary rounding techniques. Notwithstanding that the numerical ranges and parameters describing the broad scope of the invention are approximations, the numerical values in the specific examples are reported as precisely as possible. Any numerical value, however, inherently contains standard deviations that necessarily result from the errors found in the numerical value's testing measurements.
The invention is a method and system for automated assessment of pruritus that uses the detection of the movement of a band located on any limb of a subject animal so as to obtain a signal associated with the detected movement. Such band may be made of any material, whether ferrous or nonferrous, capable of disturbing the electromagnetic field created by an electromagnetic transceiver in a testing area. Such disturbance creates a signal that is detected by another transceiver and is then displayed and processed through an algorithm configured to establish a scratch movement trigger that that distinguishes scratching movement from movement secondary to ambulation. Scratch movement triggers, or trigger signals, include machine detected movements configured to meet certain predefined thresholds for amplitude and duration to distinguish scratching movement of a limb from ambulatory movements or other non-scratching movements. Such scratch movement triggers are then translated into scratch counts, which each indicate a microburst or series of strokes occurring within a specified moving window time frame. For example, a microburst may include a high frequency scratching burst that indicates typical scratching response of a rodent or other pruritic animal that would be counted as one scratch by trained human observer. In an embodiment of the invention, these scratch counts, or microbursts, are the machine-determined equivalents to the “gold standard” of observed/visually reported scratch counts. The scratch movement triggers and scratch counts may be optionally stored in memory and then further processed into macrobursts, which indicate clusters of microbursts separated by periods of relative inactivity. In an embodiment of the invention, macrobursts, or macroburst patterns, are clusters of microbursts that indicate relatively high or low amounts of pruritic activity. For example, these macrobursts may enable the definition and quantification of the itch-scratch-quiescence cycle in pruritic animals, and are optimally calculated by using a fast Fourier transform (FFT) algorithm. The macroburst patterns can be analyzed to study the complex integration of pruritic input within the neural axis. By applying a potentially pruritic agent to a test subject and analyzing scratch counts, new pruritic agents may be discovered and macrobursts compared to study relative pruritic intensity. Alternatively, potentially antipruritic agents may be applied or mixed with known pruritic agents and tested for effectiveness for reducing pruritus.
The invention provides a method for automated assessment of pruritus. In one embodiment, the method is a computer implemented method. The method comprises detecting movement of a band located on a limb of a subject animal so as to obtain a signal associated with the detection movement. The subject animal may be one of any listed supra. The method further comprises processing the signal associated with the detected movement through an algorithm configured to establish a scratch movement trigger, e.g., as shown in
In one embodiment of the invention, the method further comprises transforming said scratch counts into macrobursts. The scratch counts may be transformed into macrobursts through an algorithm (e.g. a fast Fourier transform algorithm) configured to establish a macroburst. In another embodiment, the macrobursts may be used to define and quantify the itch-scratch-quiescence cycle in pruritic animals.
In another embodiment, the detection of the movement of the band may be performed by a receiving antenna capable of detecting perturbations within an electromagnetic field. A second transmitting antenna may generate this electromagnetic field and the band may interact with the field to produce signals that may be sensed by the receiving antenna.
In yet another embodiment, the method of the invention may further comprise analyzing macroburst patterns to study integration of pruritic input within a neural axis. For example, the neural axis may include but is not limited to the spinal dorsal horn, spinal cord or brain.
In one embodiment, the band comprises an unrestrictive and lightweight band. The band comprises any electromagnetically-sensitive ferrous or non-ferrous material (e.g. any non-ferrous metal, or plastics or other polymers that may be mixed with the electromagnetically-sensitive material).
In another embodiment, the scratch movement triggers may be saved as a file in a storage medium. In another embodiment, the scratch counts may be saved as a file in a storage medium. In another embodiment, the macrobursts may be saved as a file in a storage medium.
The invention also provides a method for determining whether an agent induces pruritus in a subject. The method comprises applying the agent to a selected or predetermined area of the subject and detecting movement of a band located on a limb of a subject animal to obtain a signal associated with the detection movement. The movement may be a scratch movement to the predetermined area on the subject. The method further comprises processing the signal associated with the detected movement through an algorithm configured to establish a scratch movement trigger. Further, the method comprises translating the processed signal into scratch counts and determining whether the agent induces pruritus by comparing the generated scratch counts to those generated from a nonpruritic agent, an increase indicating that the agent induces pruritus.
In another embodiment, macroburst patterns are saved to a file in a storage medium and analyzed to study integration of pruritic input within the neural axis. In another embodiment, scratch counts are saved to a file in a storage medium and analyzed to study integration of pruritic input within the neural axis. In another embodiment, scratch movement triggers are saved to a file in a storage medium and analyzed to study integration of pruritic input within the neural axis. Examples of storage mediums include but are not limited to a magnetic hard disk, optical disk, or solid state disk. Storage mediums could be physically attached to the computer, or connected via network or through the Internet.
The invention further provides a method for determining whether an agent reduces pruritus comprising determining whether an agent induces pruritus by mixing the agent with the pruritogen in varying amounts and repeating the method of the invention. The pruritogen is then compared to the generated scratch counts with those generated from a nonpruritic agent. An increase in pruritogen being indicative that the agent induces pruritus.
In one embodiment, the method further comprises transforming said scratch counts into macrobursts and comparing macroburst patterns to determine relative reduction of pruritic activity. The scratch counts may be transformed into macrobursts through an algorithm (e.g. a fast Fourier transform algorithm) configured to establish macroburst patterns. These macrobursts may be used to define and quantify the itch-scratch-quiescence cycle in various pruritic animals described supra.
In another embodiment, the detection of the movement of the band comprises detecting perturbations of an electromagnetic field created by movements of the band in a testing chamber and the scratch movement triggers are stored as a file in a storage medium. In another embodiment, the scratch counts are saved as a file in a storage medium. In another embodiment, the macrobursts are saved as a file in a storage medium.
The invention also provides a system for automated assessment of pruritus. The system may comprises a computer, at least one testing chamber comprising transceiving antennas capable of creating and detecting fluctuations in an electromagnetic field, and a band configured for placement about a subject animal limb such as a paw. The movement of the band perturbs the electromagnetic field resulting in a signal which is then processed by a scratch movement trigger algorithm via a processor, field programmable gate arrays (FPGA), or other digital or analog logic gate, and the processed signal may be optionally displayed on a display and translated into scratch counts using an algorithm such as Algorithm A, B, or C in Table 1.
In one embodiment, the computer includes a visual display device. This display can be a monitor, LCD panel, or any other visual output device capable of reproducing signals visually.
In another embodiment, the computer includes a storage medium onto which the raw signal (e.g., a digitized signal wave form), scratch movement triggers, scratch counts and macrobursts may be saved in separate files.
In another embodiment, the band comprises an unrestrictive and lightweight non-ferrous metal band. This band is capable of creating electromagnetic fluctuations or signals.
In another embodiment, the transceiving antennas comprise circular, concentric electromagnetic coils. The electromagnetic coils may be a pair of electromagnetic coils. The pair of electromagnetic coils comprises one larger diameter electromagnetic receiving coil and one smaller diameter electromagnetic transmitting coil.
In one embodiment, the electromagnetic coils may be positioned below the subject animal. In another embodiment, the coils may be positioned on the sides or above the subject animal.
In accordance with the practice of the invention, the limb may be a paw such as a hind limb paw or a fore limb paw of a subject animal. The subject animal may be a mouse, rat, squirrel, guinea pig, hamster, rabbit, shrew, mole, mink, cat and dog or any other animal having limbs and being used for pruritic analysis.
In one embodiment, the temporal resolution for a scratch count may be about 1 second. In another embodiment, the temporal resolution for scratch count may be anywhere from 0.5 to 1.5 seconds as in Algorithms A, B, or C of Table 1.
In one embodiment, the invention provides a method for classifying pruritogens eliciting similar scratch response by the method of the invention. The method comprises administering a pruritogen to one or more subject animals, determining number of scratch counts comprising automated assessment of pruritus, performing scratch counts over different doses of the pruritogen, and repeating the steps until all pruritogens to be classified have been examined. The method further comprises comparing scratch counts at a dose of a pruritogen or change in scratch counts at different doses or comparing a dose response curve of a pruritogen with other pruritogens, grouping pruritogens with similar scratch counts at the same dose or similar change in scratch counts as a function of pruritogen doses or with similar relative dose response curves in a single group, and creating as many groups of pruritogens as necessary to classify pruritogens that elicit similar scratch response.
In another embodiment, the invention provides a method for classifying pruritogens eliciting similar scratch response by the method of the invention. The method comprises administering a pruritogen to one or more subject animals, determining number of macrobursts for a certain duration, performing macroburst counts over different doses of the pruritogen and repeating steps until all pruritogens to be classified have been examined. The method further comprises comparing macroburst counts at a dose of a pruritogen or change in macroburst counts at different doses or comparing a dose response curve of a pruritogen with other pruritogens, grouping pruritogens with similar macroburst counts at the same dose or similar change in macroburst counts as a function of pruritogen doses or grouping pruritogens with similar relative dose response curves in a single group, and creating as many groups of pruritogens as necessary to classify pruritogens that elicit similar scratch response.
In another embodiment, the temporal resolution for a scratch count is about one second. Thus, a microburst of 2 or more scratches within about a second time frame results in one scratch count.
In another embodiment, the method for determining whether an agent causes pruritus may be used to determine whether a skin care product or regiment contains pruritic agents. This may be done by applying some of the product to a predetermined location on the subject and using the method of the invention to analyze any resulting pruritic activity.
In another, more mobile, embodiment of determining whether an agent induces pruritus in a subject includes the step of comparing the generated scratch counts to those generated from a nonpruritic agent, an increase indicating that the agent induces pruritus, the generating and detecting transceivers are located in a device attached to the subject in addition to the band on its limb. The device may also contain a processor capable of processing the signal into scratch counts and storage medium for saving the scratch counts.
The invention also provides a method for determining whether an agent induces pruritus in a subject. The method comprises attaching a band to a limb of the subject. The method further comprises attaching a signal detection and processing device to the subject, the device being operatively connected to a memory device capable of storing retrieved signals and being able to detect motion of the band on the subject. Further, the method comprises detecting movement of the band on the subject that has been administered with the agent to obtain a signal associated with the detection movement. The movement may be a scratch movement to a predetermined area to which the agent has been administered on the subject. The method further comprises comparing the generated scratch counts to those generated from a nonpruritic agent, an increase indicating that the agent induces pruritus. The signal processing device comprises a processor configured to perform the steps of processing the signal associated with the detected movement through an algorithm configured to establish a scratch movement trigger; and translating the processed signal into scratch counts.
The following examples are provided to further illustrate aspects of the invention. These examples are non-limiting and should not be construed as limiting any aspect of the invention.
As alluded to previously, conventional systems for assessing itching employ labor-intensive visual counting, or computer-intensive automated systems that are non-selective with respect to assessed body movement or involve invasive technologies and/or restrictive bands which can potentially interfere with blood flow or cause localized inflammation. A paw motion detector (PMD) system in accordance with various embodiments of the present invention differs from the aforementioned current/conventional systems. First, the PMD system, in accordance with various embodiments permits continuous assessment, specifically, of movement of the homolateral hind paw. Second, the PMD system employs a minimally obtrusive, lightweight, and unrestrictive band. Third, the detection algorithm utilized by PMD system in accordance with various embodiments identifies a signal profile which distinguishes scratching movement from movement secondary to ambulation, and which matches manually observed scratch counts provided by a human observer.
The PMD system in accordance with various embodiments employs a small metal band placed on one hind paw of a subject, such as a rodent, that provides a signal through paw movement in an electromagnetic field. Additionally, a detection algorithm for scratching is utilized by the PMD system, where development of the detection algorithm resulted in the following observations. Unilateral SQ injection of Compound 48/80 (a polymer produced by the condensation of N-methyl-p-methoxyphenethylamine with formaldehyde that promotes histamine release and can be purchased from Sigma-Aldrich) into the lateral neck evoked periodic high frequency bursts of scratching at the injected site with the ipsilateral, but not the contralateral hind paw. Cross correlation between PMD and human observer counts after SQ 48/80 using the specified computational algorithm reveals a significant correlation. The signal to noise for 48/80 evoked scratching versus spontaneous activity (e.g., no pruritogen) is ≧6:1.
Other findings include suggesting that the temporal resolution by the PMD system permits definition of two components. One component is a high amplitude component corresponding to the rapid discrete movement of the paw being lifted to the pruritic site (whereas analysis of hour-long epochs shows that microbursts are cyclically distributed in a lower frequency event termed macrobursts). Different pruritogens show different macroburst patterns. Additionally, SQ histamine and 48/80 produced dose dependent scratching reversed by diphenhydramine, and Chloroquine scratching displayed an inverse u-shaped dose response curve, which was insensitive to diphenhydramine. Further still, SQ 48/80 at intervals over 28 days showed no change in the scratching response within the same cohort of mice.
A power analysis showed 40% changes in scratching activity could be detected at the p<0.05 level with groups of 4 mice. Thus, the PMD system described herein can efficiently identify pruritogens and define the actions and pharmacology of pruritogenic agents. Accordingly, the PMD system in accordance with various embodiments is capable of specifically quantifying homolateral hind paw scratching with a degree of granularity that permits examination of microburst and macroburst patterns over extended periods of time initiated by known pruritogens with a counting covariance that matches the counting by a trained observer.
It should be noted that the automated PMD system in accordance with various embodiments is contemplated as being utilized to efficiently screen drug targets as antipruritics. Such targets include, but are not limited to, histamine H1 receptor, H4 histamine receptor, proteinase-activated receptor-2, serine proteases, cathepsin S, interleukin-31 (IL-31) receptor (such as gp130-like receptor), μ- (mu-), κ- (kappa-), δ- (delta-)opioid receptors, transient receptor potential vanilloid (TRPV) channels (such as TRPV 1 and 3 channels), cannabinoid receptor, nerve growth factor receptors (such as TrkA), endothelin receptors (such as ET-A and ET-B receptors), protease-activated receptors (PARs), calcitonin-gene-related peptide (CGRP) receptors, tropomyosin-related kinase A, acetylcholine receptors (such as M(3) muscarinic acetylcholine receptor), leukotriene B(4) receptor, autotaxin, rho-associated protein kinase (ROCK), gastrin-releasing peptide receptor (GRPR), Mas-related G-protein-coupled receptors (Mrgprs), neurokinin receptor-1 (NKR1), G-protein-coupled receptor TGR5, lysophosphatidic acid receptors (LPA receptors), substance P receptors (such as neurokinin 1 receptor), NK1 tachykinin receptors, BLT2 receptor, 12 (S)-lipoxygenase, and Toll-like receptors (TLRs, such as TLR7).
The PMD in accordance with various embodiments detects the movement of a non-ferrous metal band placed around one hind paw of a rodent (band weight=0.1 gram and 0.5 gram for mouse and rat respectively). The testing apparatus consists of cylindrical chambers (mouse: 8.5 cm diameter/22.5 cm tall; Rat: 15 cm diameter/30 cm tall). Under each cylinder is a pair of circular concentric electromagnetic coils, which serve respectively as antennas for transmission and reception. Outer coil diameters for the mouse and rat are 12 cm and 20 cm, respectively. The transmitter coil assembly is constructed to emit a 5-8 mW, 6-8 kHz, sinusoidal electromagnetic field (using, e.g., a Blue Max 800 Precision scan search coil from White's Electronics, Inc.) The detection principal is that eddy currents created by the movements of the ferrous and nonferrous metals perturb the EM field. Such perturbations produce an output waveform and are subsequently detected.
An analog signal from the sensing coil assembly is fed into a standard National Instruments® based signal acquisition A-D converter system (e.g., I6030 or PCI-MI0-16Xe-10 from National Instruments Corp.) driven into a standard LabView® based software (e.g., LabView v.5.1 from National Instruments Corporation). The signal is filtered, amplified, and digitized (sampling rate of 1,000 Hz, 12-bit resolution). This signal (shown in
Paw movement events meeting the criteria of a scratch microburst are captured and summed at 1 minute increments by default (and can be summed from 1 second to 60 minute increments). Summed data is stored in compatible spreadsheets, such as Microsoft® Excel®. The LabView® programming provides 4 independent input-output channels, and presents the data for four animals simultaneously on the screen. The front panel includes the following in a file for each animal: 1) study/animal identifiers, treatment codes, dates, and other information relevant to the study; 2) a window displaying the previous 2 seconds of digitized signal (as shown in
Since 2002 there have been over 6000 papers in published on pruritus, and as indicated previously, chronic pruritus is said to be manifested in at least 8% of the adult population. It is widely concluded that there have been few drugs to specifically target this problem, and there is a wide call to develop new drugs, requiring the pre-clinical assessment of drug targets as antipruritics. In the last 10 years there have been over approximately 400 papers examining pruritus in rodents. It is appreciated that the majority of this work employs the labor-intensive visual counting method described above in either in real time or by videotaping. This is time consuming, requires extensive training as well as validation of staff and subject. The PMD systems described herein address such issues.
All studies were performed according to protocols approved by the Animal Care and Use Committee of the University of California San Diego.
Animal Model
C57Bl/6 mice (male, 25-30 g, obtained from Harlan Sprague Dawley) were employed. Limited studies were also carried out in the rat (male Holtzman 250-300 g, obtained from Harlan Sprague Dawley).
To initiate scratching behavior, animals are shaven on the dorsolateral aspect of the neck and upper shoulder. The detection band is placed around the hind paw (e.g., over the metatarsals and distal tarsals) ipsilateral to the shaven area. Animals are then adapted to the testing chambers for one hour. To initiate scratching behavior, a subcutaneous (SQ) or intradermal (ID) injection of the pruritogen is made in the middle of the shaven area of skin using a 30 gauge needle. Data acquisition is then initiated.
Drugs
In the present studies, drugs were delivered in 0.1 mL volumes. Drugs employed were Histamine dihydrochloride (0.111, 1.110, 11.100 g/mL), chloroquine (0.1, 0.5, 2 mg/mL), 48/80 for the mouse (0.125, 0.25, 0.5, 1 mg/mL), 48/80 for the rat (1, 5, and 10 mg/mL) and Diphenhydramine given systemically (0.1, 0.3, 1 mg/kg). All drugs were prepared for delivery in saline (0.9%), and were obtained from Sigma-Aldrich.
Paw Motion Detector (PMD)
Physical Specifications.
The PMD detects the movement of a non-ferrous metal band placed around one hind paw of the rodent (for the mouse the band weight=0.1 g while for the rat the band weight=0.5 g). There are two distinct bands one for the rat and one for the mouse (see the band in Yaksh et al., 2001). The testing apparatus consists of cylindrical chambers (mouse: 8.5 cm diameter/22.5 cm tall; rat: 15 cm diameter/30 cm tall). Under each cylinder is a pair of circular concentric electromagnetic coils, which serve respectively as antennas for transmission and reception. Outer coil diameters for the mouse and rat are 12 cm and 20 cm, respectively. The transmitter coil assembly is constructed to emit a 5-8 mW, 6-8 kHz, sinusoidal electromagnetic field (Blue Max 800 Precision scan search coil White's Electronics, Inc., OR). The detection principal is that Eddy currents created by the movements of the ferrous and nonferrous metals perturb the EM field. Such perturbations produce an output waveform and are subsequently detected (Yaksh et al., 2001).
Signal Conditioning.
The analog signal from the sensing coil assembly is fed into a standard National Instruments based signal acquisition A-D converter system (I6030 or PCI-MI0-16Xe-10 National Instruments Corp.) driven into a standard LabView based software (Lab view v.5.1 National Instruments Corporation, Austin, Tex.). The signal is filtered, amplified, and digitized (sampling rate of 1000 Hz, 12-bit resolution). This signal (conditioned signal in
In the first phase, the processed signal is sent through an algorithm to establish a scratch movement trigger. In this phase, the processed signal is subjected to a “zero-crossing interval-peak height” analysis based on the signal amplitude in a sliding time window (see Yaksh et al., 2001). The range of voltages (1-0.01 V) over a moving 128-ms interval is configured to produce a continuous output waveform. This secondary waveform contained jagged peaks that correlated well with the scratch movement associated voltage transients found in the acquired waveform. The signal is then smoothed by using a non-weighted moving average filter. The smoothed range waveform is examined in real time by a peak-detection algorithm set to pick out spikes of >500 ms and amplitudes of >0.3 V. Each peak provided a trigger signal, which is represented by a red line on the automated system's display, see
The signal is then processed through a second level algorithm to define bursting. A high frequency scratching burst, which we will now call a microburst, is defined as multiple trigger signals occurring within a specified moving window time frame (e.g. 2 trigger signals within a 1.15 s time frame) without double counting trigger signals. As will be noted, we systematically examined these parameters to define the optimal analytic configuration. We will show that these outputs correspond with the concurrent scratch counts provided by a trained human observer.
Data Collection.
Paw movement events meeting the criteria of a scratch microburst are captured and summed at 1-min increments by default (and can be summed from 1 s to 60 min increments). Summed data are stored in Microsoft Excel compatible spreadsheets. The LabView programming provides 4 independent input-output channels, and presents the data for four animals simultaneously on the screen. The front panel includes in the file for each animal: (1) study/animal identifiers, treatment codes, dates, and other information relevant to the study; (2) a window displaying the previous two seconds of digitized signal (as shown in
Study Protocol
Model Optimization and Validation.
For validating studies, SQ injections in volumes of 0.1 mL of either vehicle (0.9% saline) or the itch-inducing agent 48/80 (0.5 mg/mL) were performed. A trained observer visually monitored the animal minute by minute for 60 min to provide a time locked assessment of scratching bursts. The visual observation of the scratching was defined as the application of the ipsilateral paw to the injection site followed by the appearance of high frequency movement of the paw across the injection site. Concurrently, the automated system recorded the unprocessed data for 60 min. Data was then analyzed by running the unprocessed trace through different algorithms. Observer counts and automated counts for each 10 min interval were plotted against each other. The best-fit regression lines were calculated.
Macroburst Analysis.
We sought to define and quantify the itch-scratch-quiescence cycle commonly seen in pruritic animals (Ikoma et al., 2006).
We observed clusters of microbursts (i.e. many distinct scratching movements over several minutes followed by several minutes of inactivity) in the histograms of individual animals. We defined these clusters of microbursts followed by a period of quiescence as a macroburst. The histograms of each individual animal's microbursts were transformed and then normalized minute by minute using a FFT algorithm (1/√{square root over (4πZ2)}Σe[−(t−t
Homotopic Detection of Scratching Behavior.
To determine the ability of the system to show the homolaterality and site specificity of the detected scratching behavior, mice received SQ 48/80 on the same side to the banded paw and the opposite side to the banded paw.
Repeatability.
In order to assess the ability of the system to repeat results in the same animals over time we injected 4 mice with 48/80 and 4 mice with saline six times over a period of 28 days (day 0, 3, 7, 14, 21, 28).
Power Analysis.
Determination of power and minimum group size was accomplished using standard methodologies (Statsoft, Inc.). Data were used to undertake a power analysis and to predict nominal group sizes for assessing statistically significant changes in scratching activity.
Statistical Analysis
For assessment of the covariance between observer and machine counting with different trigger processing algorithms, the best fit regression line constrained to pass through 0 was calculated with 95% confidence intervals. Also, a correlation constant (R) was found for each line. This analysis was done for each individual animal, as well as for five animals pooled. Scratching analysis was accomplished by summing the total scores for a one hour period after pruritogen injection. These data were used to calculate mean and SEM or SD. Cross treatment comparisons were made with 1 way ANOVA with post hoc comparisons made using Bonferroni or an unpaired two-tailed t-test when comparing only two groups. For the study involving repeated injections a 2-way ANOVA with repeated measures with a post hoc comparison using Bonferroni was undertaken. For pharmacological data presented as a percent of control the standard error was estimated using the Doulborg formula standard error of quotients (Doulborg, 1940). Data analyses were performed using Prism (v.5).
Results
The following studies were undertaken to optimize and validate the model as well as to explain the system's development and functionality.
Comparison of Human Observation and PMD Counts
The SQ delivery of 48/80, histamine, and chloroquine to the dorsolateral neck resulted in vigorous scratching over a 60 min interval by the ipsilateral paw. Visual inspection revealed that this scratching behavior was characterized by brief bouts of high frequency application of the paw to the injected site (e.g. scratching microbursts).
Microburst Analysis.
Counts of scratching microbursts were accumulated by an observer while concurrently acquiring the output from the paw motion detector for five mice. The output data was run through the PMD with counts being generated using three different microburst counting algorithms. The three described here were: (A) 1 trigger/1.15 s, (B) 2 triggers/1.15 s, and (C) 3 triggers/1.15 s. These algorithms are shown in
TABLE 1
Mean of the slope (slope ± SD), confidence intervals (CI range), and
mean of the correlation coefficient (R ± SD) of the 5 separate linear
regressions calculated for the 5 mice.
Slope
R
Line
μ ± σ (n = 5)
95% CI of slopes
μ ± σ (n = 5)
Perfect line
1.000 ± 0.000
1.000 to 1.000
1.000 ± 0.000
Algorithm A (1)
3.125 ± 0.241
2.826 to 3.425
0.924 ± 0.052
Algorithm B (2)
1.025 ± 0.048
0.966 to 1.084
0.960 ± 0.043
Algorithm C (3)
0.091 ± 0.038
0.043 to 0.139
0.681 ± 0.296
Using the optimal algorithm as defined, the time course of the scratching microbursts observed after subcutaneous 48/80 (0.5 mg/mL) and subcutaneous saline are presented in
Macroburst Analysis.
Periods of high intensity scratching followed by intervals of inactivity or quiescence were typically observed in animals injected with pruritic compounds. To quantify the clustering of scratching behavior, we systematically defined a macroburst. Macrobursts are characteristic periods of intense scratching, which are quantified by an analysis of the clustering of microbursts. Each individual data point in a sixty-minute time course (the number of microbursts per minute) is inserted into the given fast Fourier transform (FFT) algorithm which produces a transformed number for each corresponding time point. The numbers were then normalized. The algorithm changes the data by minimizing and maximizing the data points' y values in order to make maximums farther from 0 and minimums closer to 0. This results graphically in major increases for periods where several minutes of contiguous high microburst counts appear, while several contiguous minutes of low or no microburst counts are decreased roughly to 0. These sixty minutes of new data points are then graphed using their corresponding unchanged x values. Each peak, (see arrows
Homotopic Detection of Scratching Behavior
To determine if the hind paw movement initiated by SQ 48/80 showed site specificity by being homolateral specific, the detection band was placed on the paw contralateral to the SQ injection site. As indicated in
Repeatability
To determine response repeatability SQ 48/80 (0.5 mg/mL) or saline was given at intervals in the left dorsolateral neck periodically over 28 days and ipsilateral paw microbursts were counted. As indicated in
Pruritogen Pharmacology
Using the algorithm defined above, we examined the effect of intradermal and subcutaneous pruritogens to assess the ability of the system to define scratching behavior in mouse and rat.
Histamine.
ID histamine resulted in a robust dose dependent scratching over a range of 0.111-11.1 g/mL. In support for the assertion that the SQ injection of histamine reflected a local afferent activation, injection of the local anesthetic lidocaine blocked the scratching behavior (
Chloroquine.
The SQ delivery of chloroquine (0.1-2 mg/mL) resulted in a significant scratching incidence which was similar to that produced by the highest doses of histamine and 48/80 (
48/80.
SQ 48/80 produced a dose dependent scratching over a range of 0.125-0.5 mg/mL. The doses of 1 mg/mL and 0.5 mg/mL were not statistically different (
Rat
In parallel studies, we examined the effects of 48/80 on homolateral scratching behavior in the rat. As indicated in
Power Analysis
Optimal group size based on a power analysis was calculated where the group mean and SEM for scratching in groups receiving a pruritogen (e.g. 48/80) would nominally be 258.8±24.8, with the minimum microburst score being 55.2±8.3 (as observed after SQ saline) (see
Discussion
The broad clinical relevance of pruritus has led to an increasing interest in the development of mechanistic insights into its manifestation. The pharmacology of the systems underlying pruritus has grown increasingly complex. Aside from histamine mediated events, a variety of histamine independent mechanisms have now been identified, including MrgprA3, (a Mas-related G-protein-coupled receptor), GRPR signaling (gastrin-releasing peptide receptor, a metabotrophic receptor for the mammalian homolog of amphibian bombesin), and PAR (protease activated receptors activated by a variety of protease such as mucunain in cowhage) (see Jeffry et al., 2011). All of these systems have been shown to activate populations of sensory axons and discrete populations of dorsal horn neurons which carry information believed to be relevant to pruriception and its motor expression (scratching) (Davidson and Giesler, 2010).
An important component to such work is the development of preclinical surrogate models to permit study of drug effects. Such models depend upon the ability to reliably quantify the scratching induced by pruritogens. In the present work, we characterized the scratching behavior using a minimally invasive approach to capture unilateral hind paw movements evoked by SQ pruritogens injected into the back of the neck in mouse. Issues pertinent to the interpretation of these data will be considered below.
Observer Based Capture of Pruritic Activity
The gold standard of scratching behavior analyses is the observation of the behavior of the animal by a trained observer. Given the high frequency nature of this event, the typical approach is the review of video. Limitations to this approach are several. (i) Appropriate training of the observer requires time to teach the technique. (ii) Each observer should be cross correlated with results of the other observers to allow pooling of results by different observers. (iii) Because of the likelihood of systematic differences in observer scoring, in principle each observer should contribute data to all groups (to preclude a systematic data biasing secondary to such systematic difference between observers). (iv) The real time observations, even with speeded up video are tedious and the likelihood of observer fatigue must be considered when large numbers of records are being analyzed. (v) Finally, because the counts are subject to potential observer bias, all counting should be done without knowledge as to treatment. It should be noted that aside from blinding, we are aware of no published reports in the literature that systematically address these concerns regarding intraobserver reliability, interobserver correlation or temporal stability of the observer counting. Given these limitations of the observer based analysis of scratching, there has been an interest in developing and validating automated data collection and analysis systems. Validation of an indirect measurement system must include comparisons with the gold standard (i.e. real time human observer counting), assessment of the system's sensitivity, and a demonstration of its reliability.
Principle of the PMD
The present system employs detection of the displacement of a metal band in an EM field. The raw data output reveals a characteristic time variant signal with paw movement. The detection algorithms for a positive displacement of the paw must be able to distinguish a step, flinch, or scratching movements from each other. Assessment of the scratching wave produced by the band displacement in the PMD's EM field, however, has provided us with specific components that enable the development of an algorithm to identify scratching as a microburst while minimizing the contributions of grooming, walking and flinching behaviors.
Validation of the Scratching Detection by the PMD
Covariance of PMD Counts with the Human Observer.
The principal validation of the automated systems is based on the correlation of the machine counts with human observer counts assessed concurrently in mice displaying a pruritogen initiated scratching response. Here analysis on a mouse by mouse basis or analysis as a pooled group revealed a highly significant regression of the observer vs. PMD counts, producing a slope not significantly different from one with an R value of 0.964 (pooled) and 0.972 (mean of 5 R values from the 5 single mouse regressions). Cross validation between other automated data acquisition systems and observer counts have used similar statistical methods in order to confirm their systems' accuracy (Brash et al., 2005; Umeda et al., 2006).
Pharmacological Assessment.
Standard pruritogens, including histamine, 48/80, and chloroquine were observed in the present work to produce dose dependent increases in measured scratching in dose ranges that have been previously reported to be effective (Inagaki et al., 1999; T. Liu et al., 2012). 48/80 was seen to cause scratching in a dose dependent fashion, while scratching was attenuated in an equally dose dependent fashion with administration of diphenhydramine (Sugimoto et al., 1998). Chloroquine was seen to produce the widely reported inverse U shaped dose response curve (Green et al., 2006), and was shown to be diphenhydramine insensitive. Of importance and consistent with previous work, the pruritogenic effects of 48/80 but not chloroquine were shown to be effectively blocked in a dose dependent fashion by the antihistaminic diphenhydramine. Chloroquine treated animals given diphenhydramine had a lower mean microburst count than those treated with chloroquine alone, but this was not statistically significant. Chloroquine has been shown to degranulate mast cells, thus releasing some histamine, which would explain diphenhydramine's statistically non-significant effect (Q. Liu et al., 2009).
Our microburst counts closely mirror the observed scratch counts of other investigators using non-automated counting methods. Authors have found 48/80 produces a range of 135-480 scratch counts extrapolated to 60 min at similar doses to 1 mg/mL (Han et al., 2006; Silva et al., 2012; T. Liu et al., 2012). Our observed counts of 258.8±26.7 fall within this range. Our saline counts, however, appear to be higher than several published results 40-60 vs. 20-30 extrapolated over 60 min (Han et al., 2006). Other data have shown more variability. Shim reports in the same paper two groups of controls that scratched 7.2 bouts in 20 min (C57Bl/6J) while the other scratched 25 bouts in 20 min (ICR), which extrapolate to 20 for inbred and 75 for outbred scratch bouts per 60 min (Shim et al., 2007). Fukamachi reports untreated ICR mice scratching 40-50 times in 20 min (Fukamachi et al., 2011). Unfortunately, saline control results are not widely reported in most studies involving pruritus. The reported higher scratch counts were the specific controls used to compare against 48/80 only. The pooled saline data (n=28) had a mean of 39±19 (mean±SD), which suggests less of a difference from published data perhaps on the order of 10-15 scratch bouts over an hour, with no statistically significant difference. Differences in procedure and the fact that saline injected animals may produce more confounding behaviors because they are not occupied with scratching for the entire 60 min are other possible explanations for the observation.
Repeatability.
An important attribute of an automated test system is its reliability. Here we show that over a 28 day period the same mice maintain remarkable stability in their response to 48/80. This supports not only repeatability, of the system, but the ability to generate reliable data from the same animal with at least one pruritogen. Such a property is important for allowing the repeated use of the same animal such as a genetically modified mouse, which may have limited availability. For example, recent studies have shown using TLR knockout mice that the innate immune system plays an important role in the scratching behavior of mice (T. Liu et al., 2012). In the present study, we showed that 48/80 administered multiple times in a week, and once a week after the initial injections showed no statistically significant difference between time points in the number of scratches evoked. 48/80, however, is a mast cell degranulator (Enerback and Lundin, 1974; Befus et al., 1982; Irman-Florjanc and Erjavec, 1983). Nielsen described a decrease in the total number of granules in mast cells over an extended period of time in the rat (Nielsen and Clausen, 1982). The present behavioral data, however, suggests that the behavioral result (scratching) of SQ injection of 48/80 remained consistent. This may be a result of differences in physiology of the rat versus the mouse, or simply the fact that despite lower granule counts 48/80 still provides a robust behavioral effect with repeated injections at 1,3, and 7 day intervals.
Scratching Behavior Phenotype
Visual assessment of the locally evoked scratching behavior reveals two evident characteristics: a specific somatotopic response and a complex temporal profile.
Somatotopy.
After the local delivery of a pruritogen such as histamine or chloroquine, a homotopic scratching is observed, which we define as the targeted scratching behavior at the site of the pruritogen injection. The homotopic specificity demonstrated here by the PMD in regards to paw band placement and the drug delivery site is an important attribute in quantifying the behavior of scratching. Placement of the band contralateral to the injection site revealed a response index no different from the saline injected animal.
Temporal Profile.
Examination of the paw movement and the signal that it generates indicated that there are two components. Component one is a high amplitude component that corresponds to the rapid discrete movement of the paw being lifted to the pruritic site. This behavior is represented by a transient signal with a maximum 500 ms duration and amplitudes of >0.3 V (in this system). This characteristic constituted the basic trigger. Examining concurrent video records, however, revealed that the trigger properties were shared by motor components of walking and grooming. Accordingly, in the absence of a pruritogen, there is a high resting count of the trigger signal that reflects normal motor behavior in the rodent.
The second component of the scratching response is the appearance of several high frequency movements in a close sequence which correspond to the paw being rapidly moved across the pruritogenic site usually one, two, or three times followed by the paw's return to a rest position. It is this composite of movements, lifting the leg up, moving the paw across the pruritic area, and putting the paw back down that correspond to the scratch count reported by the observer. All three segments of scratching are taken into account by the algorithms in order to identify a waveform as a scratch. Thus, the system counts a microburst as the entire movement of the “scratch” from the initial lift of the leg to the pruritic site, to the movement of the paw across the pruritic site, and finally to the removal of the paw from the site. The waveforms produced by the various temporal components of scratching of the hind paw to the dorsolateral neck identified by the first algorithm causes the system to trigger at a specific frequency. Using an algorithm that produced a count based on 2 triggers per 1.15 s, which we defined as a microburst, we matched microbursts to the scratch counts of the trained observer.
The components of pruritogen evoked scratching were revealed in the analysis of hour long epochs. It was found that microbursts were cyclically distributed in a lower frequency event that suggests that these microbursts after 48/80 or chloroquine occur in clusters, which we termed macrobursts. These slower frequency macrobursts likely correspond to the itch-scratch-quiescence cycle (Ayres, 1964; Aoki, 2003) for a histamine dependent pruritic agent (48/80) and a histamine independent pruritic agent (chloroquine). Importantly, the differences in total scratch counts (microbursts) do not indicate the different patterns of scratch behavior between these agents. The ability to bin scratch bursts down to the second allows for an analysis of scratching behavior over the course of the treatment in a way that has not previously been undertaken in a behavioral model.
These binary periodicities in scratching activity, i.e. the animal either scratches in clusters or remains inactive, are intriguing as they likely reflect the properties of the underlying systems generating the scratch response. Recording from primary afferents after histamine (48/80) or histamine independent stimulus (such as cowhage or chloroquine) typically reveals such bursting behavior in small afferents (see for example Johanek et al., 2008; Ringkamp et al., 2011). In addition, there is evidence that the integration of pruritic input at the level of the spinal dorsal horn is subject to considerable modulation (Carstens, 2008; Akiyama et al., 2011). Properties of this periodicity in scratching as suggested by the present analysis may also reflect upon this central modulation (see for example Davidson et al., 2007, 2009). A combination of behavioral analysis with electrophysiology data will be of great interest in determining the periodic properties produced by the circuitry of pruriception.
All studies were performed according to protocols approved by the Animal Care and Use Committee of the University of California San Diego.
Animals
Male Holtzman rats, (250-300 g) obtained from Harlan Sprague Dawley (Livermore, Calif.) were employed in this study. Animals were received and allowed a 7-day period of acclimation prior to being admitted into the study. Rats were multiply housed in standard rodent cages with saw dust bedding, maintained in a 12 h light/dark cycle environment and allowed ad libitum access to water and standard rodent chow. All studies were carried out between 10 AM and 4 PM of the light cycle.
Pruritus Model
Two groups of seven animals were randomly assigned to either the experimental or control treatment. To prepare the animal for treatment, the motion detection band was placed around the hind paw (e.g., over the metatarsals and distal tarsals) ipsilateral to the site of treatment and secured using a drop of cyanoacrylate. The animals were then acclimated in testing chambers for 30 minutes. To induce scratching behavior, the animal was first lightly sedated (Isoflurane 2% in Air, until loss of righting response). The dorsolateral aspect of the neck and upper shoulder was then shaven on the side ipsilateral to the detection band. The pruritogen (48/80) or vehicle (saline) was then administered intradermally in the shaven area using a 30-gauge needle. The animal was then returned to the testing chamber and data acquisition was initiated. All animals were ambulatory within 1-2 minutes. Each experiment had a duration of 30 minutes after the intradermal injection after which the detection band was removed and the animal returned to its habitat.
Drugs
The drug employed in this study was Compound 48/80 (8 mg/mL) (Sigma-Aldrich, St Louis). The drug was prepared for delivery in saline (0.9%) and delivered in a 0.1 mL volume intradermally (ID).
Paw Motion Detector (PMD)
The detection system employs transmitting coils under the Plexiglass test cylinder (15 cm diameter, 35 cm high), which emit a 5-8 mW, 6-8 KHz sinusoidal electromagnetic field (Marino et al 2012). Movement in the electromagnetic field of a small metal band temporarily affixed to the hind paw of the animal subject perturbs the standing wave and generates a signal by the detection coil. (See Yaksh et al 2001 for details of band and chamber description). The raw waveform produced by the motion of the band on the paw of the rat can be saved for later analysis or immediately processed over the course of an experiment. Signal processing includes smoothing the raw data using a moving average, selecting for specific amplitudes of disruption, and specifying the proper frequency of motion associated with an animal scratching. Processed waveforms are then subject to a user-controllable peak detector, which counts the number of wave-peaks which when properly tuned correspond to the number of scratch counts or motions of interest.
Study Protocol
Raw/Unfiltered Data Collection.
To validate the ability of the Paw Motion Detector to detect scratching behavior in Rats, ID injections of the pruritogen Compound 48/80 were performed. To permit follow up analysis, the PMD system recorded the raw data produced by the movement of the rat in the test chamber for 30 minutes. Concurrently, a video recording of the animal's behavior was obtained. A trained observer who catalogued individual scratch counts over time then reviewed the video produced using the criteria described by Kuraishi et al (2005). Observer counting of high frequency motions was aided by the use of slow motion playback. An observer scratch count was defined as the elevation of the ipsilateral hind paw to the site of injection followed by a swiping downward motion across the site of injection. Observer scratch counts were recorded in 1-minute epochs for time course and totaled in 5 and 30-minute intervals for measurement comparisons.
Scratch Analysis.
The, unanalyzed (raw) PMD signal from each rat after ID 48/80 or saline was systematically subjected to a post hoc analysis where in four Algorithm variables were systematically modified. The algorithm variables were: Range Window Length/Convolution length, Peak Width, Frequency Pass-band, and Peak Threshold. A brief description of these variables follows:
The machine count was then compared to the minute by minute scratch count analysis of the same animal by the human observer. These data sets could then be analyzed: i) as total machine and observer scratch counts for a 30 min epoch; or, ii) plotted as a regression line (human observer count vs. machine count) for each 5 min epoch for each rat using the specified algorithm. Candidate machine detection algorithms providing data with regression slopes approximating 1, Y intercepts approximating zero, and higher correlation (r2) coefficients were considered to be superior to algorithms with regression slopes greater (over-counting) or lesser (under-counting as compared to the human observer), higher levels of scratching when the human observer observed no scratching (e.g. Y intercept≠0) and lower correlation (r2) coefficients. A variety of PMD scratch analysis filters were evaluated and their output counts compared to human observer counts in order to find an optimal algorithm configuration to describe ID 48/80 induced rat scratching.
Power Analysis.
To establish the minimum number of animals required to show significance of difference in incidence of scratching otherwise produced by intradermal 48/80 after a drug treatment, a power analysis was undertaken using the standard method facilitated by web based software (DSS Research, Ft. Worth, Tex.).
Results
Human Observation Counts
After injection with Compound 48/80 (0.8 mg/0.1 mL) in the lower portion of the neck just above the shoulder, trained observer analysis of the generated video recordings showed consistent homotopic scratching at the injection site with the ipsilateral hind paw. This scratching behavior persisted in periodic bursts through approximately 30 min (
PMD Scratch Analysis
Using the raw data recorded using the PMD after the experimental injection of compound 48/80 into the rostral portion of the back, detector-algorithm parameters were modulated to select for the waveform to be counted when the rat scratched. Table 2 lists five representative algorithms in which these different parameters were systematically varied. The minute by minute counts reported by these several machine algorithms in the 48/80 group and the observer counts (obtained from the concurrent video analysis) plotted over the 30 min data collection interval are presented in
TABLE 2
Machine algorithm configurations used to analyze scratch behavior*
Samples Algorithm Configurations Tested
R1-22
R1-31
R1-24
R1-25
R1-32
Results of Linear
Slope + SEM
0.4134 ± 0.04590
0.202 ± 0.189
1.009 ± 0.06935
1.439 ± 0.1488
1.93 ± 0.172
Regression of
y-intercept
8.65 ± 3.16
17.6 ± 13.0
2.27 ± 4.78
6.92 ± 10.2
39.6 ± 11.8
Machine vs.
R2
0.6331
0.0238
0.8182
0.6658
0.729
Observer Counts
Algorithm
Range Window
150
76
76
20
76
Parameters*
Length (samples)
Convolution
150
76
76
20
76
Length (samples)
Band-pass Filter
High Cutoff (Hz)
25
30
25
25
20
Settings
Low Cutoff (Hz)
15
20
15
15
10
Order
2
2
2
2
2
*The following algorithm parameters and their respective values were held constant for the above configurations: Acquisition Rate (1 Khz), DAQ Buffer Size 5000(samples), Peak Threshold (0.2 Volts), Peak Width (10 Samples).
*Previous motion and video recordings of rats treated with ID Compound 48/80 were analyzed with various algorithm configurations and the results were compared to video playback observations in a linear regression (see FIG. 10). As indicated: algorithms R1-22, and R1-32 undercounted, configurations R1-25 and R1-32 over counted, and configuration R1-24 was the most accurate.
Regression of Observer and PMD Scratch Counts
To provide a quantifiable index of the degree to which the machine counts reported by the several algorithms shown in
Machine Counts for ID Vehicle Versus ID 48/80
Power Analysis
A power analysis to determine the minimum group size needed to establish statistically significant change was performed using the machine counted mean and SEM of 298.6±77.61 after ID 48/80. Table 3 illustrates the number of animals required to show varying degrees of reversal when one is screening an anti-pruritogen for a statistically significant reversal (e.g. p<0.05). For example, calculated with a B=0.20 and an alpha=0.05, robust effects, like a 70% reduction, can be determined with 6 animals
TABLE 3
Summary of Power analysis indicating number of rats
required to demonstrate that different % reductions in
scratching behavior after intradermal Compound 48/80*
Reduction
Sample Size Required
30%
32
50%
12
70%
6
*Calculated based on α: p < 0.05; β: 0.8
Discussion
Pruritus arises from a variety of clinical pathologies and can, without question, lead to a marked diminishment in the quality of life of the sufferer. In the extreme, this pruritus can produce clinical conditions with important impact upon patient welfare. As reviewed, the strategies to treat pruritus are limited. Assessment of scratching in preclinical rodent surrogate models is an important component in advancing our ability to achieve an understanding of the physiology and pharmacology of pruritus and to develop agents to treat this symptom. An important limitation in the field is the issue of assessing quantitatively the scratching response initiated by intradermal pruritogens.
The present work describes the application of a model to assess unilateral paw movement. The present automated detection system was first developed to detect hind paw flinching for the assessment of antinociceptive agents (Yaksh, et al, 2001). The systems permitted the definition of hind limb flinching of the rat's paw initiated by intraplantar formalin. The advantages of this system are the use of a minimally invasive light weight band, the lack of restraint of the animal, and the ability to detect movement of a single paw. It is most useful to note that a simple detection algorithm permitted a high level of certainty that the phenotypic flinch response of the injected paw could be readily detected with minimum contribution of gross movement.
When the model was applied to assess scratching in the rodent, the morphology of the behavior, where in the paw was elevated and animals exhibited sequences of high frequency bursts, led to the flinch algorithm reporting a high level of activity in the non-scratching mouse. Ensuing work to address this problem led to the development of the mouse algorithm (Marino, et al 2013). The invention provides validation of yet another scratch detection algorithm in an attempt to provide scratching detection that paralleled the trained human observer. The specific algorithm employed revealed a highly significant covariance between the scratch counts as measured by a trained human observer and machine counts. Thus, the slope of the population regression line (machine vs. human counts) revealed a slope not different from 1 with an r2 value showing a high level of goodness of fit and a close covariance. Importantly, the Y-intercept was zero emphasizing that in the absence of observed scratch counts, the machine counts were not picking up non scratching activity manifested by the rat.
An important variable is the issue of power. As noted on the basis of these data, when screening agents for anti pruritic activity, the initial aim may be to define agents with a high degree of activity. In this case, prominent inhibition (e.g. a 70% reduction) may be an appropriate criterion and on that basis screening could be usefully achieved with 6 rats. Higher certainty or acceptance of smaller changes would predictably require larger groups (e.g. a 50% reduction would require 12 rats based on the present power analysis).
There are two important advantages to automated systems. First, the automated system reduces the contribution to variation accrued by the use of several human observers in a given study and the stability of the observations over time. While videotaping allows multiple reviews of the same data, many studies do not make it clear whether all work was done a single individual over time or the consensus of several individuals on a single reading. A second important advantage of these systems is the time required to train individuals to become competent and reliable observers. The use of automated detection systems require that the individual achieve competency in handling an animal and delivering the ID injections.
These studies thus provide validation of the rat system and suggest that such automated scratch detection and analysis can be useful in detecting pruritic behavior and facilitate the screening of antipruritic agents.
Yaksh, Tony L., Malkmus, Shelle, Marino, Marc
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